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Precise determination of the orbital elements of binary stars using Differential Evolution

机译:使用差分演进精确测定二元恒星的轨道元素

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摘要

This paper presents an 'adaptive probability of crossover' technique, as a variation of the differential evolution algorithm (ACDE), for optimal parameter estimation in the general curve-fitting problem. The technique is applied to the determination of orbital elements of a spectroscopic binary system (eta Bootis). In the ACDE, Varying the crossover probability rate (Cr) provides faster convergence than keeping it constant. The Cr is determined for each trial parameter vector ('individual') as a function of fit goodness. The adaptation automatically updates control parameter to an appropriate value, without requiring prior knowledge of the relationship between particular parameter settings and a given problem optimization characteristics. The presented analysis of eta Bootis derives best-fitting Keplerian and phasing curves. Error estimation of the optimal parameters is also included. Comparison of the results with previously published values suggests that the ACDE technique has a useful applicability to astrophysical data analysis.
机译:本文提出了一种“交叉概率的交叉”技术,作为差分演进算法(ACDE)的变化,用于在一般曲线拟合问题中的最佳参数估计。该技术应用于光谱二元系统(ETA Bootis)的轨道元素的测定。在ACDE中,改变交叉概率率(CR)提供更快的收敛性,而不是保持其恒定。作为适合良好度的函数,为每个试验参数向量(“个人”)确定CR。该适配会自动将控制参数自动更新到适当的值,而无需先前了解特定参数设置与给定的问题优化特征之间的关系。对ETA Bootis的分析推出了最适合的开佩和阶段曲线。还包括最佳参数的误差估计。通过先前公布的值的结果比较表明ACDE技术对天体物理数据分析具有有用的适用性。

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